SOTAVerified

Class Incremental Learning

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 501–525 of 634 papers

TitleStatusHype
Diagnosing Batch Normalization in Class Incremental Learning—0
Memory Replay with Data Compression for Continual LearningCode1
Self-Paced Imbalance Rectification for Class Incremental Learning—0
Exemplar-Based Contrastive Self-Supervised Learning with Few-Shot Class Incremental Learning—0
A Comparative Study of Calibration Methods for Imbalanced Class Incremental Learning—0
Rebalancing Batch Normalization for Exemplar-based Class-Incremental LearningCode0
vCLIMB: A Novel Video Class Incremental Learning Benchmark—0
Exemplar-free Class Incremental Learning via Discriminative and Comparable One-class ClassifiersCode0
MetaFSCIL: A Meta-Learning Approach for Few-Shot Class Incremental Learning—0
Bring Evanescent Representations to Life in Lifelong Class Incremental Learning—0
Graph Few-shot Class-incremental LearningCode1
PyCIL: A Python Toolbox for Class-Incremental Learning—0
DILF-EN framework for Class-Incremental Learning—0
Learning to Prompt for Continual LearningCode1
Improving Vision Transformers for Incremental Learning—0
Concept Representation Learning with Contrastive Self-Supervised Learning—0
Mimicking the Oracle: An Initial Phase Decorrelation Approach for Class Incremental LearningCode1
Class-Incremental Learning via Dual AugmentationCode1
Coarse-To-Fine Incremental Few-Shot LearningCode0
DyTox: Transformers for Continual Learning with DYnamic TOken eXpansionCode1
Self-Supervised Class Incremental Learning—0
Brain-inspired feature exaggeration in generative replay for continual learning—0
Latent-Insensitive autoencoders for Anomaly Detection—0
Class Incremental Online Streaming Learning—0
Dataset Knowledge Transfer for Class-Incremental Learning without MemoryCode0
Show:102550
← PrevPage 21 of 26Next →
All datasetscifar100CIFAR-100 - 50 classes + 10 steps of 5 classesCIFAR-100 - 50 classes + 5 steps of 10 classesCifar100-B0(10 tasks)-no-exemplarsCifar100-B0(20 tasks)-no-exemplarsCIFAR100-B0(50 tasks)-no-exemplars

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1S&B10-stage average accuracy68.18—Unverified
2SCR10-stage average accuracy65.98—Unverified
3iCaRL10-stage average accuracy63.24—Unverified
4LUCIR10-stage average accuracy56.53—Unverified
5ABD10-stage average accuracy54.44—Unverified
6EWC10-stage average accuracy50.53—Unverified
7EMR10-stage average accuracy48.66—Unverified
8A-GEM10-stage average accuracy45.76—Unverified
#ModelMetricClaimedVerifiedStatus
1PPCA-SWSLFinal Accuracy77.07—Unverified
2PPCA-CLIPFinal Accuracy69.71—Unverified
#ModelMetricClaimedVerifiedStatus
1PPCA-SWSLFinal Accuracy77.07—Unverified
2PPCA-CLIPFinal Accuracy69.71—Unverified
#ModelMetricClaimedVerifiedStatus
1SEEDAverage Incremental Accuracy61.7—Unverified
#ModelMetricClaimedVerifiedStatus
1SEEDAverage Incremental Accuracy56.2—Unverified
#ModelMetricClaimedVerifiedStatus
1SEEDAverage Incremental Accuracy42.6—Unverified